Implement modules

This commit is contained in:
2024-05-15 18:52:31 +02:00
parent 7c48ed86d2
commit c84f58b97c
4 changed files with 104 additions and 0 deletions

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@@ -7,6 +7,7 @@
#include "input.cuh" #include "input.cuh"
#include "layer.cuh" #include "layer.cuh"
#include "module.hpp"
#include "output.cuh" #include "output.cuh"
namespace CUDANet { namespace CUDANet {

42
include/model/module.hpp Normal file
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@@ -0,0 +1,42 @@
#ifndef CUDANET_MODULE_H
#define CUDANET_MODULE_H
#include <string>
#include <unordered_map>
#include <vector>
#include "layer.cuh"
namespace CUDANet {
class Module : public Layers::SequentialLayer {
public:
Module(const int inputSize, const int inputChannels, const int outputSize, const int outputChannels);
~Module();
virtual float* forward(const float* d_input) = 0;
int getOutputSize();
int getInputSize();
void addLayer(const std::string& name, Layers::SequentialLayer* layer);
Layers::SequentialLayer* getLayer(const std::string& name);
const std::unordered_map<std::string, Layers::SequentialLayer*>& getLayers() const;
private:
int inputSize;
int inputChannels;
int outputSize;
int outputChannels;
float *d_output;
std::vector<std::pair<std::string, Layers::SequentialLayer*>> layers;
std::unordered_map<std::string, Layers::SequentialLayer*> layerMap;
};
} // namespace CUDANet
#endif

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@@ -50,6 +50,18 @@ float* Model::predict(const float* input) {
} }
void Model::addLayer(const std::string& name, Layers::SequentialLayer* layer) { void Model::addLayer(const std::string& name, Layers::SequentialLayer* layer) {
Module* module = dynamic_cast<Module*>(layer);
if (module != nullptr) {
layers.push_back({ name, module });
for (const auto& moduleLayer : module->getLayers()) {
layerMap[moduleLayer.first] = moduleLayer.second;
}
return;
}
layers.push_back({ name, layer }); layers.push_back({ name, layer });
layerMap[name] = layer; layerMap[name] = layer;
} }

49
src/model/module.cpp Normal file
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@@ -0,0 +1,49 @@
#include "module.hpp"
#include "cuda_helper.cuh"
using namespace CUDANet;
Module::Module(
const int inputSize,
const int inputChannels,
const int outputSize,
const int outputChannels
)
: inputSize(inputSize),
inputChannels(inputChannels),
outputSize(outputSize),
outputChannels(outputChannels),
layers(std::vector<std::pair<std::string, Layers::SequentialLayer*>>()),
layerMap(std::unordered_map<std::string, Layers::SequentialLayer*>()) {
d_output = nullptr;
CUDA_CHECK(cudaMalloc(
(void**)&d_output,
sizeof(float) * outputSize * outputSize * outputChannels
));
}
Module::~Module() {
cudaFree(d_output);
}
void Module::addLayer(const std::string& name, Layers::SequentialLayer* layer) {
layers.push_back({ name, layer });
layerMap[name] = layer;
}
Layers::SequentialLayer* Module::getLayer(const std::string& name) {
return layerMap[name];
}
const std::unordered_map<std::string, Layers::SequentialLayer*>& Module::getLayers() const {
return layerMap;
}
int Module::getInputSize() {
return inputSize * inputSize * inputChannels;
}
int Module::getOutputSize() {
return outputSize * outputSize * outputChannels;
}